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Preface | |
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Experimental Research in Science: Its Name and Nature | |
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Defining Science | |
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Science: Play or Profession? | |
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Science and Research | |
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Varieties of Experimental Research | |
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Conventional Researchers | |
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Bibliography | |
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The Fundamentals | |
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The Importance of Definitions | |
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Toward Definition | |
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Defining "Definition" | |
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Common Terms Used in Definitions | |
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Varieties of Definitions | |
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Need for Definitions | |
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What Definitions Should and Should Not Do | |
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References | |
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Bibliography | |
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Aspects of Quantification | |
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Quantity and Quality | |
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The Uses of Numbers | |
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An Intellectual Close-up of Counting | |
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The Process of Measurement | |
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Quantities and Measurements | |
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Derived Quantities | |
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Units for Measurement | |
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Fundamental Quantities and Dimensions | |
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Dimensional Analysis | |
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Accuracy versus Approximation | |
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Bibliography | |
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The Purpose and Principles Involved in Experimenting | |
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The Purpose of Experimenting | |
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Cause and Effect | |
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Pertinence and Forms of Cause | |
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Mill's Methods of Experimental Inquiry | |
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Planning for the Experiment | |
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Standardization of Test Material(s) | |
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Reproducibility | |
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Number of "Experiments" | |
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References | |
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Bibliography | |
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Planning the Experiments | |
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Defining the Problem for Experimental Research | |
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To Define a Problem | |
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Relation of the Problem to Resources | |
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Relevance of the Problem | |
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Extent of the Problem | |
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Problem: Qualitative or Quantitative? | |
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Can the Problem Be Reshaped? | |
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Proverbs on Problems | |
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References | |
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Bibliography | |
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Stating the Problem as a Hypothesis | |
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The Place of Hypothesis in Research | |
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Desirable Qualities of Hypotheses | |
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Bibliography | |
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Designing Experiments to Suit Problems | |
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Several Problems, Several Causes | |
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Treatment Structures | |
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Many Factors at Many Levels, but One Factor at a Time | |
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Factorial Design, the Right Way | |
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Too Many Factors on Hand? | |
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"Subjects-and-Controls" Experiments | |
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Combined Effect of Many Causes | |
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Unavoidable ("Nuisance") Factors | |
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Bibliography | |
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Dealing with Factors | |
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Designing Factors | |
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Experiments with Designed Factors | |
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Matrix of Factors | |
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Remarks on Experiments with Two-Level Factors | |
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Response of Multifactor Experiments | |
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Experiments with More Factors, Each at Two Levels | |
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Fractional Factorials | |
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Varieties of Factors | |
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Levels of Factors | |
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Bibliography | |
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Factors at More Than Two Levels | |
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Limitations of Experiments with Factors at Two Levels | |
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Four-Level Factorial Experiments | |
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Interactions | |
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Main Effects | |
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More on Interactions | |
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More Factors at More Than Two Levels | |
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Bibliography | |
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The Craft Part of Experimental Research | |
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Searching through Published Literature | |
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Researcher and Scholar | |
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Literature in Print | |
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Overdoing? | |
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After the Climb | |
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Bibliography | |
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Building the Experimental Setup | |
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Diversity to Match the Need | |
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Designing the Apparatus | |
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Simplicity, Compactness, and Elegance | |
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Measuring Instruments | |
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Calibration | |
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Researcher as Handyman | |
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Cost Considerations | |
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Bibliography | |
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The Art of Reasoning in Scientific Research | |
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Logic and Scientific Research | |
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The Subject, Logic | |
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Some Terms in Logic | |
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Induction versus Deduction | |
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References | |
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Bibliography | |
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Inferential Logic for Experimental Research | |
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Inferential Logic and Experimental Research | |
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Logical Fallacies | |
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Argument | |
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Categorical Propositions | |
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Conventions, Symbolism, and Relations among Categorical Propositions | |
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Diagrammatic Representation of Categorical Propositions | |
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Categorical Syllogisms | |
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Ordinary Language and Arguments | |
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References | |
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Bibliography | |
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Use of Symbolic Logic | |
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The Need for Symbolic Logic | |
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Symbols in Place of Words | |
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Conjunction | |
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Truth Tables | |
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Disjunction | |
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Negation | |
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Conditional Statements | |
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Material Implication | |
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Punctuation in Symbolic Logic | |
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Equivalence: "Material" and "Logical" | |
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Application of Symbolic Logic | |
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Validity of Arguments | |
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Reference | |
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Bibliography | |
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Probability and Statistics for Experimental Research | |
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Introduction to Probability and Statistics | |
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Relevance of Probability and Statistics in Experimental Research | |
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Defining the Terms: Probability and Statistics | |
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Relation between Probability and Statistics | |
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Philosophy of Probability | |
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Logic of Probability and Statistics | |
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Quantitative Probability | |
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Nature of Statistics | |
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Measures of Central Tendency (Average) | |
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Measures of Dispersion | |
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Tabular Presentations of Statistical Data | |
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Grouping the Data | |
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Graphical Presentations of Data | |
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Normal Distribution Curve | |
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Frequency Distributions That Are Not Normal | |
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References | |
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Bibliography | |
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Randomization, Replication, and Sampling | |
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Need for Randomization | |
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Applications of Randomization | |
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Methods of Randomization | |
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Meaning of Randomization | |
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Replication | |
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Samples and Sampling | |
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Notions of Set | |
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Permutations and Combinations | |
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Quantitative Statement of Randomization | |
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Sampling Methods | |
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Bibliography | |
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Further Significance of Samples | |
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Inference from Samples | |
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Theoretical Sampling Distribution of X | |
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Central Limit Theorem | |
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Standard Normal Distribution | |
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Frequency Distribution and Probability Function | |
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Standard Normal Curve | |
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Questions/Answers Using the APSND Table | |
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Bibliography | |
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Planning the Experiments in Statistical Terms | |
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Guiding Principles | |
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Some Preliminaries for Planned Experiments | |
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Null and Alternate Hypotheses | |
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Accepting (or Rejecting) Hypotheses: Objective Criteria | |
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Procedures for Planning the Experiments | |
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Other Situation Sets | |
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Operating Characteristic Curve | |
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Sequential Experimenting | |
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Concluding Remarks on the Procedures | |
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Bibliography | |
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Statistical Inference from Experimental Data | |
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The Way to Inference | |
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Estimation (From Sample Mean to Population Mean) | |
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Testing of Hypothesis | |
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Regression and Correlation | |
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Multiple Regression | |
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Bibliography | |
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Index | |